Saddle PE Report

Dataset statistics

Number of variables	81
Number of observations	180
Missing cells	1039
Missing cells (%)	7.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	184.4 KiB
Average record size in memory	1.0 KiB

Variable types

BOOL	52
NUM	15
CAT	8
UNSUPPORTED	6

Reproduction

Analysis started	2020-07-08 00:22:25.837568
Analysis finished	2020-07-08 00:23:04.646686
Duration	38.81 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`adverseEvent` is highly correlated with `Required Supplemental O2`	High correlation
`Required Supplemental O2` is highly correlated with `adverseEvent`	High correlation
`Hight-cm` has 2 (1.1%) missing values	Missing
`Temp <96.8 F` has 3 (1.7%) missing values	Missing
`Temp (F)` has 3 (1.7%) missing values	Missing
`O2 <90% RA` has 3 (1.7%) missing values	Missing
`O2 Sat RA` has 21 (11.7%) missing values	Missing
`Immobilization` has 2 (1.1%) missing values	Missing
`Recent Trauma` has 2 (1.1%) missing values	Missing
`Recent Surgery` has 2 (1.1%) missing values	Missing
`FH of VTE` has 2 (1.1%) missing values	Missing
`Acute DVT (deep venous thrombosis) , 3= chronic DVT` has 21 (11.7%) missing values	Missing
`Proximal Component to the DVT` has 50 (27.8%) missing values	Missing
`Elevated BNP` has 48 (26.7%) missing values	Missing
`Elevated Troponin` has 9 (5.0%) missing values	Missing
`RV Dilation` has 22 (12.2%) missing values	Missing
`RV Hypokinesis/Dysfunction` has 22 (12.2%) missing values	Missing
`Both Dilation and Dysfunction` has 22 (12.2%) missing values	Missing
`Technically Suboptimal` has 22 (12.2%) missing values	Missing
`RVSP (mmHg)` has 22 (12.2%) missing values	Missing
`Clot Present in MPA (Main Pulmonary Artery)` has 180 (100.0%) missing values	Missing
`Arrhythmia` has 7 (3.9%) missing values	Missing
`Type of Arrhythmia` has 148 (82.2%) missing values	Missing
`ICU Stay` has 2 (1.1%) missing values	Missing
`ACLS` has 4 (2.2%) missing values	Missing
`Pressors` has 4 (2.2%) missing values	Missing
`Inotropes` has 4 (2.2%) missing values	Missing
`Intubation` has 4 (2.2%) missing values	Missing
`tpA` has 3 (1.7%) missing values	Missing
`< 6 hours from CTA read to administration of tpa or EKOS` has 98 (54.4%) missing values	Missing
`<24 hours from CTA read to administration of tpA or EKOS` has 98 (54.4%) missing values	Missing
`IP Bleeding` has 4 (2.2%) missing values	Missing
`Type of bleed` has 146 (81.1%) missing values	Missing
`Transfusion` has 4 (2.2%) missing values	Missing
`IVCF (Inferior Vena Cava Filter)` has 4 (2.2%) missing values	Missing
`Readmitted to IP <30 days` has 9 (5.0%) missing values	Missing
`Discharged with O2` has 14 (7.8%) missing values	Missing
`Required Narcotics at discharge` has 13 (7.2%) missing values	Missing
`Pregnant` has 5 (2.8%) missing values	Missing
`Platelet <70k` has 3 (1.7%) missing values	Missing
`Indentificaton` has unique values	Unique
`RV/LV Ratio` has unique values	Unique
`RVSP (mmHg)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Clot Present in MPA (Main Pulmonary Artery)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Type of bleed` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Transfusion` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`IVCF (Inferior Vena Cava Filter)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Readmitted to IP <30 days` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Length of Stay (LOS)` has 4 (2.2%) zeros	Zeros

Indentificaton
Real number (ℝ_≥0)

UNIQUE

Distinct count	180
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	90.5
Minimum	1
Maximum	180
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1
5-th percentile	9.95
Q1	45.75
median	90.5
Q3	135.25
95-th percentile	171.05
Maximum	180
Range	179
Interquartile range (IQR)	89.5

Descriptive statistics

Standard deviation	52.10566188
Coefficient of variation (CV)	0.5757531699
Kurtosis	-1.2
Mean	90.5
Median Absolute Deviation (MAD)	45
Skewness	0
Sum	16290
Variance	2715

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
180	1	0.6%
67	1	0.6%
65	1	0.6%
64	1	0.6%
63	1	0.6%
62	1	0.6%
61	1	0.6%
60	1	0.6%
59	1	0.6%
58	1	0.6%
57	1	0.6%
56	1	0.6%
55	1	0.6%
54	1	0.6%
53	1	0.6%
52	1	0.6%
51	1	0.6%
50	1	0.6%
49	1	0.6%
48	1	0.6%
47	1	0.6%
66	1	0.6%
68	1	0.6%
179	1	0.6%
69	1	0.6%
Other values (155)	155	86.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.6%
2	1	0.6%
3	1	0.6%
4	1	0.6%
5	1	0.6%
6	1	0.6%
7	1	0.6%
8	1	0.6%
9	1	0.6%
10	1	0.6%

Value	Count	Frequency (%)
180	1	0.6%
179	1	0.6%
178	1	0.6%
177	1	0.6%
176	1	0.6%
175	1	0.6%
174	1	0.6%
173	1	0.6%
172	1	0.6%
171	1	0.6%

Age
Real number (ℝ_≥0)

Distinct count	59
Unique (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	60.73888888888889
Minimum	24
Maximum	95
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	24
5-th percentile	34.95
Q1	52.75
median	62
Q3	72
95-th percentile	80
Maximum	95
Range	71
Interquartile range (IQR)	19.25

Descriptive statistics

Standard deviation	14.24579283
Coefficient of variation (CV)	0.2345415448
Kurtosis	-0.4264572207
Mean	60.73888889
Median Absolute Deviation (MAD)	10
Skewness	-0.3732188326
Sum	10933
Variance	202.9426133

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
68	11	6.1%
56	8	4.4%
76	7	3.9%
58	6	3.3%
73	6	3.3%
57	6	3.3%
59	6	3.3%
80	6	3.3%
66	6	3.3%
54	5	2.8%
55	5	2.8%
65	5	2.8%
69	5	2.8%
72	5	2.8%
64	5	2.8%
61	4	2.2%
70	4	2.2%
75	4	2.2%
50	4	2.2%
74	3	1.7%
43	3	1.7%
38	3	1.7%
52	3	1.7%
31	3	1.7%
71	3	1.7%
Other values (34)	54	30.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
24	1	0.6%
27	1	0.6%
31	3	1.7%
32	1	0.6%
33	1	0.6%
34	2	1.1%
35	1	0.6%
36	2	1.1%
37	2	1.1%
38	3	1.7%

Value	Count	Frequency (%)
95	1	0.6%
87	2	1.1%
86	1	0.6%
85	1	0.6%
84	1	0.6%
82	1	0.6%
81	1	0.6%
80	6	3.3%
79	1	0.6%
78	3	1.7%

Gender
Categorical

Distinct count	3
Unique (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

M	112
F	67
M	1

Value	Count	Frequency (%)
M	112	62.2%
F	67	37.2%
M	1	0.6%

Length

Max length	2
Median length	1
Mean length	1.005555556
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
M	113	62.4%
F	67	37.0%
	1	0.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	180	99.4%
Space Separator	1	0.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	113	62.8%
F	67	37.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	180	99.4%
Common	1	0.6%

Most frequent Latin characters

Value	Count	Frequency (%)
M	113	62.8%
F	67	37.2%

Most frequent Common characters

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	181	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
M	113	62.4%
F	67	37.0%
	1	0.6%

Race
Categorical

Distinct count	4
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

W	114
B	59
NH	5
H	2

Value	Count	Frequency (%)
W	114	63.3%
B	59	32.8%
NH	5	2.8%
H	2	1.1%

Length

Max length	2
Median length	1
Mean length	1.027777778
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
W	114	61.6%
B	59	31.9%
H	7	3.8%
N	5	2.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	185	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
W	114	61.6%
B	59	31.9%
H	7	3.8%
N	5	2.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	185	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
W	114	61.6%
B	59	31.9%
H	7	3.8%
N	5	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	185	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
W	114	61.6%
B	59	31.9%
H	7	3.8%
N	5	2.7%

Length of Stay (LOS)
Real number (ℝ_≥0)

ZEROS

Distinct count	18
Unique (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.438888888888889
Minimum	0
Maximum	80
Zeros	4
Zeros (%)	2.2%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	7
95-th percentile	12
Maximum	80
Range	80
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.080671534
Coefficient of variation (CV)	1.301859935
Kurtosis	70.88164739
Mean	5.438888889
Median Absolute Deviation (MAD)	2
Skewness	7.304592425
Sum	979
Variance	50.13590937

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	32	17.8%
5	24	13.3%
1	23	12.8%
4	20	11.1%
2	17	9.4%
7	15	8.3%
8	12	6.7%
6	12	6.7%
9	5	2.8%
0	4	2.2%
10	3	1.7%
11	3	1.7%
12	3	1.7%
13	2	1.1%
21	2	1.1%
37	1	0.6%
24	1	0.6%
80	1	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	2.2%
1	23	12.8%
2	17	9.4%
3	32	17.8%
4	20	11.1%
5	24	13.3%
6	12	6.7%
7	15	8.3%
8	12	6.7%
9	5	2.8%

Value	Count	Frequency (%)
80	1	0.6%
37	1	0.6%
24	1	0.6%
21	2	1.1%
13	2	1.1%
12	3	1.7%
11	3	1.7%
10	3	1.7%
9	5	2.8%
8	12	6.7%

Hight-cm
Real number (ℝ_≥0)

MISSING

Distinct count	22
Unique (%)	12.4%
Missing	2
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	174.4894382022472
Minimum	149.86
Maximum	205.74
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	149.86
5-th percentile	154.94
Q1	167.64
median	175.26
Q3	180.34
95-th percentile	190.5
Maximum	205.74
Range	55.88
Interquartile range (IQR)	12.7

Descriptive statistics

Standard deviation	10.80606174
Coefficient of variation (CV)	0.06192960359
Kurtosis	-0.1347593293
Mean	174.4894382
Median Absolute Deviation (MAD)	7.62
Skewness	-0.0922647933
Sum	31059.12
Variance	116.7709703

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
180.34	20	11.1%
177.8	18	10.0%
175.26	17	9.4%
172.72	17	9.4%
182.88	13	7.2%
187.96	12	6.7%
167.64	10	5.6%
162.56	9	5.0%
170.18	9	5.0%
160.02	9	5.0%
165.1	9	5.0%
185.42	8	4.4%
152.4	7	3.9%
157.48	5	2.8%
190.5	5	2.8%
193.04	3	1.7%
154.94	2	1.1%
149.86	1	0.6%
167.64	1	0.6%
203.2	1	0.6%
205.74	1	0.6%
200.66	1	0.6%
(Missing)	2	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
149.86	1	0.6%
152.4	7	3.9%
154.94	2	1.1%
157.48	5	2.8%
160.02	9	5.0%
162.56	9	5.0%
165.1	9	5.0%
167.64	1	0.6%
167.64	10	5.6%
170.18	9	5.0%

Value	Count	Frequency (%)
205.74	1	0.6%
203.2	1	0.6%
200.66	1	0.6%
193.04	3	1.7%
190.5	5	2.8%
187.96	12	6.7%
185.42	8	4.4%
182.88	13	7.2%
180.34	20	11.1%
177.8	18	10.0%

Weight-kg
Real number (ℝ_≥0)

Distinct count	134
Unique (%)	74.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.85283333333331
Minimum	36.3
Maximum	187.3
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	36.3
5-th percentile	65.21
Q1	85.925
median	97.15
Q3	113.4
95-th percentile	148.3
Maximum	187.3
Range	151
Interquartile range (IQR)	27.475

Descriptive statistics

Standard deviation	25.42369014
Coefficient of variation (CV)	0.2520870193
Kurtosis	1.238955027
Mean	100.8528333
Median Absolute Deviation (MAD)	13.2
Skewness	0.7727097811
Sum	18153.51
Variance	646.3640204

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
90.7	6	3.3%
108.9	6	3.3%
113.4	4	2.2%
106.6	3	1.7%
87	3	1.7%
77.1	3	1.7%
92.1	3	1.7%
86.2	3	1.7%
113.5	3	1.7%
89.8	3	1.7%
102	2	1.1%
117.9	2	1.1%
103	2	1.1%
83	2	1.1%
84	2	1.1%
86	2	1.1%
137.4	2	1.1%
128.8	2	1.1%
63.5	2	1.1%
68	2	1.1%
73	2	1.1%
89.4	2	1.1%
122.5	2	1.1%
106	2	1.1%
98.4	2	1.1%
Other values (109)	113	62.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.3	1	0.6%
41	1	0.6%
58.1	1	0.6%
59.9	1	0.6%
60.3	1	0.6%
61.7	1	0.6%
63	1	0.6%
63.5	2	1.1%
65.3	1	0.6%
65.7	1	0.6%

Value	Count	Frequency (%)
187.3	1	0.6%
181.4	1	0.6%
179	1	0.6%
170.6	1	0.6%
162	1	0.6%
158.8	1	0.6%
158.3	1	0.6%
158	1	0.6%
154	1	0.6%
148	1	0.6%

BMI
Real number (ℝ_≥0)

Distinct count	176
Unique (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.145992591889254
Minimum	12.916692500051665
Maximum	70.8416634772297
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	12.9166925
5-th percentile	23.11144279
Q1	27.81202439
median	31.78809822
Q3	37.25379094
95-th percentile	48.72020113
Maximum	70.84166348
Range	57.92497098
Interquartile range (IQR)	9.441766543

Descriptive statistics

Standard deviation	8.267802826
Coefficient of variation (CV)	0.2494359704
Kurtosis	3.03035243
Mean	33.14599259
Median Absolute Deviation (MAD)	4.638085887
Skewness	1.254108932
Sum	5966.278667
Variance	68.35656357

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
25.07229634	2	1.1%
35.45375711	2	1.1%
25.52078106	2	1.1%
25.84455861	2	1.1%
34.63202193	1	0.6%
26.55586062	1	0.6%
29.04132908	1	0.6%
36.49706564	1	0.6%
47.73365948	1	0.6%
23.50561307	1	0.6%
18.25628472	1	0.6%
42.60497275	1	0.6%
28.72734984	1	0.6%
33.48449466	1	0.6%
43.05755994	1	0.6%
26.86	1	0.6%
25.73247334	1	0.6%
27.80676858	1	0.6%
28.89353804	1	0.6%
29.95877637	1	0.6%
70.84166348	1	0.6%
33.75562307	1	0.6%
46.51747807	1	0.6%
32.46752056	1	0.6%
39.58630548	1	0.6%
Other values (151)	151	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.9166925	1	0.6%
18.25628472	1	0.6%
18.54100118	1	0.6%
20.08677487	1	0.6%
21.16902382	1	0.6%
21.27	1	0.6%
21.66841068	1	0.6%
22.66728166	1	0.6%
23.09188292	1	0.6%
23.11247226	1	0.6%

Value	Count	Frequency (%)
70.84166348	1	0.6%
63.69388313	1	0.6%
57.18653306	1	0.6%
56.00597139	1	0.6%
54.83192076	1	0.6%
52.74112628	1	0.6%
50.07458995	1	0.6%
49.89359091	1	0.6%
48.83074282	1	0.6%
48.71438314	1	0.6%

sPESI (low risk = 0; 1 = 1 or greater)
Categorical

Distinct count	3
Unique (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

1	133
0	46
2	1

Value	Count	Frequency (%)
1	133	73.9%
0	46	25.6%
2	1	0.6%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	133	73.9%
0	46	25.6%
2	1	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	180	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	133	73.9%
0	46	25.6%
2	1	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	180	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	133	73.9%
0	46	25.6%
2	1	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	180	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	133	73.9%
0	46	25.6%
2	1	0.6%

PESI Class
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.9833333333333334
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.274919211
Coefficient of variation (CV)	0.4273472215
Kurtosis	-1.064427624
Mean	2.983333333
Median Absolute Deviation (MAD)	1
Skewness	0.2441231601
Sum	537
Variance	1.625418994

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	58	32.2%
3	42	23.3%
5	32	17.8%
4	29	16.1%
1	19	10.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	19	10.6%
2	58	32.2%
3	42	23.3%
4	29	16.1%
5	32	17.8%

Value	Count	Frequency (%)
5	32	17.8%
4	29	16.1%
3	42	23.3%
2	58	32.2%
1	19	10.6%

PE Severity 1=low risk; 2=intermediate; 3=massive; 4= indeterminate
Categorical

Distinct count	4
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

2	115
1	39
3	23
4	3

Value	Count	Frequency (%)
2	115	63.9%
1	39	21.7%
3	23	12.8%
4	3	1.7%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	115	63.9%
1	39	21.7%
3	23	12.8%
4	3	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	180	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	115	63.9%
1	39	21.7%
3	23	12.8%
4	3	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	180	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
2	115	63.9%
1	39	21.7%
3	23	12.8%
4	3	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	180	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	115	63.9%
1	39	21.7%
3	23	12.8%
4	3	1.7%

HR >= 110
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	100
1	80

Frequency Table

Value	Count	Frequency (%)
0	100	55.6%
1	80	44.4%

HR
Real number (ℝ_≥0)

Distinct count	72
Unique (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	104.87777777777778
Minimum	54
Maximum	157
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	54
5-th percentile	72
Q1	89
median	107
Q3	118.5
95-th percentile	136.1
Maximum	157
Range	103
Interquartile range (IQR)	29.5

Descriptive statistics

Standard deviation	20.33536028
Coefficient of variation (CV)	0.1938957967
Kurtosis	-0.4288667672
Mean	104.8777778
Median Absolute Deviation (MAD)	14
Skewness	-0.002866276257
Sum	18878
Variance	413.5268777

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
110	8	4.4%
84	6	3.3%
120	6	3.3%
96	6	3.3%
80	5	2.8%
108	5	2.8%
109	5	2.8%
114	5	2.8%
118	5	2.8%
86	4	2.2%
94	4	2.2%
106	4	2.2%
107	4	2.2%
111	4	2.2%
113	4	2.2%
130	4	2.2%
71	3	1.7%
132	3	1.7%
90	3	1.7%
93	3	1.7%
100	3	1.7%
102	3	1.7%
103	3	1.7%
104	3	1.7%
72	3	1.7%
Other values (47)	74	41.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
54	1	0.6%
60	1	0.6%
63	1	0.6%
68	1	0.6%
70	1	0.6%
71	3	1.7%
72	3	1.7%
73	1	0.6%
74	2	1.1%
75	2	1.1%

Value	Count	Frequency (%)
157	1	0.6%
153	1	0.6%
152	1	0.6%
147	1	0.6%
143	1	0.6%
142	1	0.6%
139	1	0.6%
138	2	1.1%
136	1	0.6%
135	1	0.6%

SBP <100
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

0	159
1	20
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	159	88.3%
1	20	11.1%
(Missing)	1	0.6%

SBP
Real number (ℝ_≥0)

Distinct count	77
Unique (%)	43.0%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	130.79329608938548
Minimum	56.0
Maximum	215.0
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	56
5-th percentile	90.9
Q1	116.5
median	132
Q3	145
95-th percentile	171
Maximum	215
Range	159
Interquartile range (IQR)	28.5

Descriptive statistics

Standard deviation	24.12297054
Coefficient of variation (CV)	0.1844358332
Kurtosis	0.7810877694
Mean	130.7932961
Median Absolute Deviation (MAD)	14
Skewness	0.1393202817
Sum	23412
Variance	581.9177076

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
132	10	5.6%
120	6	3.3%
123	5	2.8%
145	5	2.8%
108	5	2.8%
140	5	2.8%
141	5	2.8%
142	5	2.8%
155	5	2.8%
119	4	2.2%
118	4	2.2%
137	4	2.2%
135	4	2.2%
144	3	1.7%
148	3	1.7%
136	3	1.7%
101	3	1.7%
126	3	1.7%
130	3	1.7%
149	3	1.7%
177	3	1.7%
133	3	1.7%
147	3	1.7%
116	3	1.7%
117	2	1.1%
Other values (52)	77	42.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
56	1	0.6%
76	1	0.6%
80	1	0.6%
85	1	0.6%
86	1	0.6%
87	1	0.6%
88	1	0.6%
89	1	0.6%
90	1	0.6%
91	2	1.1%

Value	Count	Frequency (%)
215	1	0.6%
198	1	0.6%
189	1	0.6%
183	1	0.6%
179	1	0.6%
177	3	1.7%
171	2	1.1%
170	1	0.6%
169	1	0.6%
168	1	0.6%

RR >=30
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	173
1	7

Frequency Table

Value	Count	Frequency (%)
0	173	96.1%
1	7	3.9%

RR
Real number (ℝ_≥0)

Distinct count	22
Unique (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.45
Minimum	12
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	12
5-th percentile	15
Q1	18
median	20
Q3	22
95-th percentile	28
Maximum	60
Range	48
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.079562511
Coefficient of variation (CV)	0.2483893649
Kurtosis	21.35070401
Mean	20.45
Median Absolute Deviation (MAD)	2
Skewness	3.464445405
Sum	3681
Variance	25.80195531

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
18	43	23.9%
20	40	22.2%
22	20	11.1%
16	14	7.8%
24	12	6.7%
17	10	5.6%
26	6	3.3%
19	5	2.8%
14	5	2.8%
25	5	2.8%
15	4	2.2%
28	3	1.7%
23	2	1.1%
36	2	1.1%
21	2	1.1%
60	1	0.6%
40	1	0.6%
27	1	0.6%
31	1	0.6%
32	1	0.6%
33	1	0.6%
12	1	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	0.6%
14	5	2.8%
15	4	2.2%
16	14	7.8%
17	10	5.6%
18	43	23.9%
19	5	2.8%
20	40	22.2%
21	2	1.1%
22	20	11.1%

Value	Count	Frequency (%)
60	1	0.6%
40	1	0.6%
36	2	1.1%
33	1	0.6%
32	1	0.6%
31	1	0.6%
28	3	1.7%
27	1	0.6%
26	6	3.3%
25	5	2.8%

Temp <96.8 F
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	3
Missing (%)	1.7%
Memory size	1.5 KiB

0	170
1	7
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
0	170	94.4%
1	7	3.9%
(Missing)	3	1.7%

Temp (F)
Real number (ℝ_≥0)

MISSING

Distinct count	37
Unique (%)	20.9%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	97.98531073446328
Minimum	92.3
Maximum	101.3
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	92.3
5-th percentile	96.8
Q1	97.5
median	98
Q3	98.5
95-th percentile	99.3
Maximum	101.3
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9861593544
Coefficient of variation (CV)	0.01006435911
Kurtosis	11.91390863
Mean	97.98531073
Median Absolute Deviation (MAD)	0.5
Skewness	-1.855059991
Sum	17343.4
Variance	0.9725102722

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
98.1	14	7.8%
98.5	12	6.7%
97.5	11	6.1%
98	11	6.1%
98.4	10	5.6%
98.3	9	5.0%
97.7	9	5.0%
98.2	9	5.0%
97.8	9	5.0%
97.2	8	4.4%
97.6	7	3.9%
98.6	6	3.3%
97.9	6	3.3%
97.3	5	2.8%
97.4	5	2.8%
97	4	2.2%
97.1	4	2.2%
99.1	4	2.2%
96.8	3	1.7%
98.7	3	1.7%
98.9	3	1.7%
99.2	3	1.7%
96.4	3	1.7%
98.8	3	1.7%
99.3	2	1.1%
Other values (12)	14	7.8%
(Missing)	3	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
92.3	2	1.1%
95.7	1	0.6%
96	1	0.6%
96.4	3	1.7%
96.8	3	1.7%
97	4	2.2%
97.1	4	2.2%
97.2	8	4.4%
97.3	5	2.8%
97.4	5	2.8%

Value	Count	Frequency (%)
101.3	1	0.6%
100.2	1	0.6%
100.1	1	0.6%
100	1	0.6%
99.8	1	0.6%
99.7	1	0.6%
99.6	1	0.6%
99.4	1	0.6%
99.3	2	1.1%
99.2	3	1.7%

O2 <90% RA
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	3
Missing (%)	1.7%
Memory size	1.5 KiB

0	135
1	42
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
0	135	75.0%
1	42	23.3%
(Missing)	3	1.7%

O2 Sat RA
Real number (ℝ_≥0)

MISSING

Distinct count	25
Unique (%)	15.7%
Missing	21
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%

Mean	93.88050314465409
Minimum	60.0
Maximum	100.0
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	60
5-th percentile	80
Q1	92
median	96
Q3	98
95-th percentile	100
Maximum	100
Range	40
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.059164813
Coefficient of variation (CV)	0.06454124775
Kurtosis	6.97550964
Mean	93.88050314
Median Absolute Deviation (MAD)	2
Skewness	-2.239797505
Sum	14927
Variance	36.71347823

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
97	25	13.9%
98	21	11.7%
96	18	10.0%
94	15	8.3%
99	12	6.7%
95	11	6.1%
100	10	5.6%
90	6	3.3%
91	5	2.8%
89	5	2.8%
93	5	2.8%
92	4	2.2%
87	4	2.2%
88	3	1.7%
80	3	1.7%
86	2	1.1%
85	2	1.1%
75	1	0.6%
77	1	0.6%
60	1	0.6%
74	1	0.6%
84	1	0.6%
76	1	0.6%
82	1	0.6%
78	1	0.6%
(Missing)	21	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60	1	0.6%
74	1	0.6%
75	1	0.6%
76	1	0.6%
77	1	0.6%
78	1	0.6%
80	3	1.7%
82	1	0.6%
84	1	0.6%
85	2	1.1%

Value	Count	Frequency (%)
100	10	5.6%
99	12	6.7%
98	21	11.7%
97	25	13.9%
96	18	10.0%
95	11	6.1%
94	15	8.3%
93	5	2.8%
92	4	2.2%
91	5	2.8%

Required Supplemental O2
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

1	97
0	82
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
1	97	53.9%
0	82	45.6%
(Missing)	1	0.6%

NRB (non-rebreather mask required)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	175
1	5

Frequency Table

Value	Count	Frequency (%)
0	175	97.2%
1	5	2.8%

Syncope
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	142
1	38

Frequency Table

Value	Count	Frequency (%)
0	142	78.9%
1	38	21.1%

Active Smoker
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	160
1	20

Frequency Table

Value	Count	Frequency (%)
0	160	88.9%
1	20	11.1%

Active Cancer
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	157
1	23

Frequency Table

Value	Count	Frequency (%)
0	157	87.2%
1	23	12.8%

History of Cancer
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	165
1	15

Frequency Table

Value	Count	Frequency (%)
0	165	91.7%
1	15	8.3%

CHF (Congestive Heart Failure)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	165
1	15

Frequency Table

Value	Count	Frequency (%)
0	165	91.7%
1	15	8.3%

Lung Disease
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	156
1	24

Frequency Table

Value	Count	Frequency (%)
0	156	86.7%
1	24	13.3%

Renal Disease
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	173
1	7

Frequency Table

Value	Count	Frequency (%)
0	173	96.1%
1	7	3.9%

DM (Diabetes Mellitus)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	134
1	46

Frequency Table

Value	Count	Frequency (%)
0	134	74.4%
1	46	25.6%

History of bleeding
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

0	162
1	17
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	162	90.0%
1	17	9.4%
(Missing)	1	0.6%

Immobilization
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	2
Missing (%)	1.1%
Memory size	1.5 KiB

0	127
1	51
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	127	70.6%
1	51	28.3%
(Missing)	2	1.1%

Recent Trauma
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	2
Missing (%)	1.1%
Memory size	1.5 KiB

0	167
1	11
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	167	92.8%
1	11	6.1%
(Missing)	2	1.1%

Recent Surgery
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	2
Missing (%)	1.1%
Memory size	1.5 KiB

0	151
1	27
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	151	83.9%
1	27	15.0%
(Missing)	2	1.1%

Recent Hospital (w/in 30 days)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

0	156
1	23
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	156	86.7%
1	23	12.8%
(Missing)	1	0.6%

Personal h/o VTE
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

0	138
1	41
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	138	76.7%
1	41	22.8%
(Missing)	1	0.6%

FH of VTE
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	2
Missing (%)	1.1%
Memory size	1.5 KiB

0	154
1	24
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
0	154	85.6%
1	24	13.3%
(Missing)	2	1.1%

Nursing Home Resident
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	177
1	3

Frequency Table

Value	Count	Frequency (%)
0	177	98.3%
1	3	1.7%

AMS (Altered Mental Status)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	167
1	13

Frequency Table

Value	Count	Frequency (%)
0	167	92.8%
1	13	7.2%

Acute DVT (deep venous thrombosis) , 3= chronic DVT
Categorical

MISSING

Distinct count	3
Unique (%)	1.9%
Missing	21
Missing (%)	11.7%
Memory size	1.5 KiB

1	130
0	22
3	7

Value	Count	Frequency (%)
1	130	72.2%
0	22	12.2%
3	7	3.9%
(Missing)	21	11.7%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	181	33.5%
.	159	29.4%
1	130	24.1%
n	42	7.8%
a	21	3.9%
3	7	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	318	58.9%
Other Punctuation	159	29.4%
Lowercase Letter	63	11.7%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	181	56.9%
1	130	40.9%
3	7	2.2%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	159	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	42	66.7%
a	21	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	477	88.3%
Latin	63	11.7%

Most frequent Common characters

Value	Count	Frequency (%)
0	181	37.9%
.	159	33.3%
1	130	27.3%
3	7	1.5%

Most frequent Latin characters

Value	Count	Frequency (%)
n	42	66.7%
a	21	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	540	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	181	33.5%
.	159	29.4%
1	130	24.1%
n	42	7.8%
a	21	3.9%
3	7	1.3%

Proximal Component to the DVT
Boolean

MISSING

Distinct count	2
Unique (%)	1.5%
Missing	50
Missing (%)	27.8%
Memory size	1.5 KiB

1	121
0	9
(Missing)	50

Frequency Table

Value	Count	Frequency (%)
1	121	67.2%
0	9	5.0%
(Missing)	50	27.8%

Elevated BNP
Boolean

MISSING

Distinct count	2
Unique (%)	1.5%
Missing	48
Missing (%)	26.7%
Memory size	1.5 KiB

1	70
0	62
(Missing)	48

Frequency Table

Value	Count	Frequency (%)
1	70	38.9%
0	62	34.4%
(Missing)	48	26.7%

Elevated Troponin
Boolean

MISSING

Distinct count	2
Unique (%)	1.2%
Missing	9
Missing (%)	5.0%
Memory size	1.5 KiB

0	95
1	76
(Missing)	9

Frequency Table

Value	Count	Frequency (%)
0	95	52.8%
1	76	42.2%
(Missing)	9	5.0%

RV Dilation
Boolean

MISSING

Distinct count	2
Unique (%)	1.3%
Missing	22
Missing (%)	12.2%
Memory size	1.5 KiB

1	97
0	61
(Missing)	22

Frequency Table

Value	Count	Frequency (%)
1	97	53.9%
0	61	33.9%
(Missing)	22	12.2%

RV Hypokinesis/Dysfunction
Boolean

MISSING

Distinct count	2
Unique (%)	1.3%
Missing	22
Missing (%)	12.2%
Memory size	1.5 KiB

1	83
0	75
(Missing)	22

Frequency Table

Value	Count	Frequency (%)
1	83	46.1%
0	75	41.7%
(Missing)	22	12.2%

Both Dilation and Dysfunction
Boolean

MISSING

Distinct count	2
Unique (%)	1.3%
Missing	22
Missing (%)	12.2%
Memory size	1.5 KiB

0	84
1	74
(Missing)	22

Frequency Table

Value	Count	Frequency (%)
0	84	46.7%
1	74	41.1%
(Missing)	22	12.2%

Technically Suboptimal
Boolean

MISSING

Distinct count	2
Unique (%)	1.3%
Missing	22
Missing (%)	12.2%
Memory size	1.5 KiB

0	153
1	5
(Missing)	22

Frequency Table

Value	Count	Frequency (%)
0	153	85.0%
1	5	2.8%
(Missing)	22	12.2%

RVSP (mmHg)
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	22
Missing (%)	12.2%
Memory size	7.7 KiB

RV/LV Ratio
Real number (ℝ_≥0)

UNIQUE

Distinct count	180
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.141077118924066
Minimum	0.5200845665961944
Maximum	2.0104895104895104
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.5200845666
5-th percentile	0.7320840973
Q1	0.9434788512
median	1.109166059
Q3	1.330620004
95-th percentile	1.680492754
Maximum	2.01048951
Range	1.490404944
Interquartile range (IQR)	0.387141153

Descriptive statistics

Standard deviation	0.2789911566
Coefficient of variation (CV)	0.2444980729
Kurtosis	-0.03845766324
Mean	1.141077119
Median Absolute Deviation (MAD)	0.1851742722
Skewness	0.4764382374
Sum	205.3938814
Variance	0.07783606546

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.389355742	1	0.6%
1.708092486	1	0.6%
1.50764526	1	0.6%
1.047916667	1	0.6%
1.086419753	1	0.6%
1.219339623	1	0.6%
1.401960784	1	0.6%
1.795389049	1	0.6%
1.37037037	1	0.6%
1.135391924	1	0.6%
0.8949579832	1	0.6%
0.9825327511	1	0.6%
1.353760446	1	0.6%
1.152272727	1	0.6%
0.952688172	1	0.6%
0.9055793991	1	0.6%
1.016806723	1	0.6%
0.9482758621	1	0.6%
1.05046729	1	0.6%
1.545691906	1	0.6%
1.329145729	1	0.6%
1.018306636	1	0.6%
0.9782082324	1	0.6%
0.9814814815	1	0.6%
1.689855072	1	0.6%
Other values (155)	155	86.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5200845666	1	0.6%
0.6357142857	1	0.6%
0.6412556054	1	0.6%
0.665961945	1	0.6%
0.6967032967	1	0.6%
0.6988235294	1	0.6%
0.715648855	1	0.6%
0.7158836689	1	0.6%
0.726744186	1	0.6%
0.7323651452	1	0.6%

Value	Count	Frequency (%)
2.01048951	1	0.6%
1.832844575	1	0.6%
1.795389049	1	0.6%
1.756756757	1	0.6%
1.754929577	1	0.6%
1.708092486	1	0.6%
1.691256831	1	0.6%
1.69005848	1	0.6%
1.689855072	1	0.6%
1.68	1	0.6%

RV/LV Ratio .85 to .90
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	172
1	8

Frequency Table

Value	Count	Frequency (%)
0	172	95.6%
1	8	4.4%

RV/LV Ratio .91-.94
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	168
1	12

Frequency Table

Value	Count	Frequency (%)
0	168	93.3%
1	12	6.7%

RV/LV Ratio .95 or greater
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

1	134
0	46

Frequency Table

Value	Count	Frequency (%)
1	134	74.4%
0	46	25.6%

PA/Aorta Ratio
Real number (ℝ_≥0)

Distinct count	179
Unique (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9438316023383885
Minimum	0.5901639344262296
Maximum	1.5396825396825395
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.5901639344
5-th percentile	0.7301297485
Q1	0.8348382077
median	0.9346326837
Q3	1.042584182
95-th percentile	1.215477454
Maximum	1.53968254
Range	0.9495186053
Interquartile range (IQR)	0.2077459744

Descriptive statistics

Standard deviation	0.1498754209
Coefficient of variation (CV)	0.1587946627
Kurtosis	0.767179756
Mean	0.9438316023
Median Absolute Deviation (MAD)	0.1036095315
Skewness	0.5170654641
Sum	169.8896884
Variance	0.02246264179

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.8307210031	2	1.1%
0.9583333333	1	0.6%
0.8843537415	1	0.6%
0.7564935065	1	0.6%
1.160493827	1	0.6%
0.7552447552	1	0.6%
0.9487179487	1	0.6%
0.910543131	1	0.6%
0.9173333333	1	0.6%
1.200772201	1	0.6%
0.8918128655	1	0.6%
0.7479674797	1	0.6%
1.129973475	1	0.6%
1.217241379	1	0.6%
1.215384615	1	0.6%
0.8841463415	1	0.6%
0.8700564972	1	0.6%
1.043352601	1	0.6%
1.120915033	1	0.6%
1.242307692	1	0.6%
0.9285714286	1	0.6%
0.9616613419	1	0.6%
1.084375	1	0.6%
1.204433498	1	0.6%
1.058631922	1	0.6%
Other values (154)	154	85.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5901639344	1	0.6%
0.6363636364	1	0.6%
0.6532663317	1	0.6%
0.6666666667	1	0.6%
0.676744186	1	0.6%
0.7076502732	1	0.6%
0.7122507123	1	0.6%
0.7223974763	1	0.6%
0.7261904762	1	0.6%
0.7303370787	1	0.6%

Value	Count	Frequency (%)
1.53968254	1	0.6%
1.363344051	1	0.6%
1.273722628	1	0.6%
1.258181818	1	0.6%
1.25203252	1	0.6%
1.242307692	1	0.6%
1.229773463	1	0.6%
1.22923588	1	0.6%
1.217241379	1	0.6%
1.215384615	1	0.6%

IVC Reflux Grade
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5833333333333335
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.413719686
Coefficient of variation (CV)	0.5472463303
Kurtosis	-0.6400964122
Mean	2.583333333
Median Absolute Deviation (MAD)	1
Skewness	0.5902529516
Sum	465
Variance	1.998603352

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	51	28.3%
2	48	26.7%
3	32	17.8%
4	28	15.6%
5	16	8.9%
6	5	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	51	28.3%
2	48	26.7%
3	32	17.8%
4	28	15.6%
5	16	8.9%
6	5	2.8%

Value	Count	Frequency (%)
6	5	2.8%
5	16	8.9%
4	28	15.6%
3	32	17.8%
2	48	26.7%
1	51	28.3%

Septal Flattening
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

1	114
0	66

Frequency Table

Value	Count	Frequency (%)
1	114	63.3%
0	66	36.7%

Clot Present in MPA (Main Pulmonary Artery)
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	180
Missing (%)	100.0%
Memory size	1.5 KiB

Arrhythmia
Boolean

MISSING

Distinct count	2
Unique (%)	1.2%
Missing	7
Missing (%)	3.9%
Memory size	1.5 KiB

0	141
1	32
(Missing)	7

Frequency Table

Value	Count	Frequency (%)
0	141	78.3%
1	32	17.8%
(Missing)	7	3.9%

Type of Arrhythmia
Categorical

MISSING

Distinct count	15
Unique (%)	46.9%
Missing	148
Missing (%)	82.2%
Memory size	1.5 KiB

RBBB	9
1st degree AV block	4
PEA arrest	3
Afib	3
PVC's	2
Other values (10)	11

Value	Count	Frequency (%)
RBBB	9	5.0%
1st degree AV block	4	2.2%
PEA arrest	3	1.7%
Afib	3	1.7%
PVC's	2	1.1%
Aflutter RVR	2	1.1%
ST depression in inferior leads	1	0.6%
Afib RVR	1	0.6%
S1 Q3 T3	1	0.6%
sinus arrhythmia	1	0.6%
bradyarrhythmia/prolonged pause	1	0.6%
A.Fib RVR/PEA arrest	1	0.6%
Mobitz Type 2 AV Block	1	0.6%
S1Q3T3	1	0.6%
Vfib-asystole arrest	1	0.6%
(Missing)	148	82.2%

Length

Max length	31
Median length	3
Mean length	4.422222222
Min length	3

Overview of Unicode Properties

Unique unicode characters	41
Unique unicode categories (?)	6
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	301	37.8%
a	161	20.2%
	35	4.4%
B	28	3.5%
e	27	3.4%
r	25	3.1%
s	19	2.4%
t	17	2.1%
R	17	2.1%
A	16	2.0%
i	14	1.8%
V	12	1.5%
b	12	1.5%
o	11	1.4%
l	10	1.3%
d	8	1.0%
f	8	1.0%
P	6	0.8%
1	6	0.8%
y	5	0.6%
g	5	0.6%
c	5	0.6%
k	5	0.6%
E	4	0.5%
h	4	0.5%
Other values (16)	35	4.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	648	81.4%
Uppercase Letter	96	12.1%
Space Separator	35	4.4%
Decimal Number	11	1.4%
Other Punctuation	5	0.6%
Dash Punctuation	1	0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	28	29.2%
R	17	17.7%
A	16	16.7%
V	12	12.5%
P	6	6.2%
E	4	4.2%
T	4	4.2%
S	3	3.1%
C	2	2.1%
Q	2	2.1%
M	1	1.0%
F	1	1.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
'	2	40.0%
/	2	40.0%
.	1	20.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	301	46.5%
a	161	24.8%
e	27	4.2%
r	25	3.9%
s	19	2.9%
t	17	2.6%
i	14	2.2%
b	12	1.9%
o	11	1.7%
l	10	1.5%
d	8	1.2%
f	8	1.2%
y	5	0.8%
g	5	0.8%
c	5	0.8%
k	5	0.8%
h	4	0.6%
p	4	0.6%
u	4	0.6%
m	2	0.3%
z	1	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	35	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	6	54.5%
3	4	36.4%
2	1	9.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	744	93.5%
Common	52	6.5%

Most frequent Latin characters

Value	Count	Frequency (%)
n	301	40.5%
a	161	21.6%
B	28	3.8%
e	27	3.6%
r	25	3.4%
s	19	2.6%
t	17	2.3%
R	17	2.3%
A	16	2.2%
i	14	1.9%
V	12	1.6%
b	12	1.6%
o	11	1.5%
l	10	1.3%
d	8	1.1%
f	8	1.1%
P	6	0.8%
y	5	0.7%
g	5	0.7%
c	5	0.7%
k	5	0.7%
E	4	0.5%
h	4	0.5%
p	4	0.5%
u	4	0.5%
Other values (8)	16	2.2%

Most frequent Common characters

Value	Count	Frequency (%)
	35	67.3%
1	6	11.5%
3	4	7.7%
'	2	3.8%
/	2	3.8%
-	1	1.9%
2	1	1.9%
.	1	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	796	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	301	37.8%
a	161	20.2%
	35	4.4%
B	28	3.5%
e	27	3.4%
r	25	3.1%
s	19	2.4%
t	17	2.1%
R	17	2.1%
A	16	2.0%
i	14	1.8%
V	12	1.5%
b	12	1.5%
o	11	1.4%
l	10	1.3%
d	8	1.0%
f	8	1.0%
P	6	0.8%
1	6	0.8%
y	5	0.6%
g	5	0.6%
c	5	0.6%
k	5	0.6%
E	4	0.5%
h	4	0.5%
Other values (16)	35	4.4%

ICU Stay
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	2
Missing (%)	1.1%
Memory size	1.5 KiB

1	122
0	56
(Missing)	2

Frequency Table

Value	Count	Frequency (%)
1	122	67.8%
0	56	31.1%
(Missing)	2	1.1%

Shock (SBP <90)
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	169
1	11

Frequency Table

Value	Count	Frequency (%)
0	169	93.9%
1	11	6.1%

ACLS
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	4
Missing (%)	2.2%
Memory size	1.5 KiB

0	165
1	11
(Missing)	4

Frequency Table

Value	Count	Frequency (%)
0	165	91.7%
1	11	6.1%
(Missing)	4	2.2%

Pressors
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	4
Missing (%)	2.2%
Memory size	1.5 KiB

0	160
1	16
(Missing)	4

Frequency Table

Value	Count	Frequency (%)
0	160	88.9%
1	16	8.9%
(Missing)	4	2.2%

Inotropes
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	4
Missing (%)	2.2%
Memory size	1.5 KiB

0	171
1	5
(Missing)	4

Frequency Table

Value	Count	Frequency (%)
0	171	95.0%
1	5	2.8%
(Missing)	4	2.2%

Intubation
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	4
Missing (%)	2.2%
Memory size	1.5 KiB

0	160
1	16
(Missing)	4

Frequency Table

Value	Count	Frequency (%)
0	160	88.9%
1	16	8.9%
(Missing)	4	2.2%

tpA
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	3
Missing (%)	1.7%
Memory size	1.5 KiB

0	151
1	26
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
0	151	83.9%
1	26	14.4%
(Missing)	3	1.7%

EKOS
Boolean

Distinct count	2
Unique (%)	1.1%
Missing	1
Missing (%)	0.6%
Memory size	1.5 KiB

0	122
1	57
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	122	67.8%
1	57	31.7%
(Missing)	1	0.6%

< 6 hours from CTA read to administration of tpa or EKOS
Boolean

MISSING

Distinct count	2
Unique (%)	2.4%
Missing	98
Missing (%)	54.4%
Memory size	1.5 KiB

0	45
1	37
(Missing)	98

Frequency Table

Value	Count	Frequency (%)
0	45	25.0%
1	37	20.6%
(Missing)	98	54.4%

<24 hours from CTA read to administration of tpA or EKOS
Boolean

MISSING

Distinct count	2
Unique (%)	2.4%
Missing	98
Missing (%)	54.4%
Memory size	1.5 KiB

1	69
0	13
(Missing)	98

Frequency Table

Value	Count	Frequency (%)
1	69	38.3%
0	13	7.2%
(Missing)	98	54.4%

IP Bleeding
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	4
Missing (%)	2.2%
Memory size	1.5 KiB

0	158
1	18
(Missing)	4

Frequency Table

Value	Count	Frequency (%)
0	158	87.8%
1	18	10.0%
(Missing)	4	2.2%

Type of bleed
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	146
Missing (%)	81.1%
Memory size	6.4 KiB

Transfusion
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	4
Missing (%)	2.2%
Memory size	5.8 KiB

IVCF (Inferior Vena Cava Filter)
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	4
Missing (%)	2.2%
Memory size	5.9 KiB

Patient Status at 30 days
Categorical

Distinct count	3
Unique (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

Alive	145
?	26
Deceased	9

Value	Count	Frequency (%)
Alive	145	80.6%
?	26	14.4%
Deceased	9	5.0%

Length

Max length	8
Median length	5
Mean length	4.572222222
Min length	1

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	172	20.9%
A	145	17.6%
l	145	17.6%
i	145	17.6%
v	145	17.6%
?	26	3.2%
D	9	1.1%
c	9	1.1%
a	9	1.1%
s	9	1.1%
d	9	1.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	643	78.1%
Uppercase Letter	154	18.7%
Other Punctuation	26	3.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	145	94.2%
D	9	5.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	172	26.7%
l	145	22.6%
i	145	22.6%
v	145	22.6%
c	9	1.4%
a	9	1.4%
s	9	1.4%
d	9	1.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
?	26	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	797	96.8%
Common	26	3.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	172	21.6%
A	145	18.2%
l	145	18.2%
i	145	18.2%
v	145	18.2%
D	9	1.1%
c	9	1.1%
a	9	1.1%
s	9	1.1%
d	9	1.1%

Most frequent Common characters

Value	Count	Frequency (%)
?	26	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	823	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	172	20.9%
A	145	17.6%
l	145	17.6%
i	145	17.6%
v	145	17.6%
?	26	3.2%
D	9	1.1%
c	9	1.1%
a	9	1.1%
s	9	1.1%
d	9	1.1%

Readmitted to IP <30 days
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	9
Missing (%)	5.0%
Memory size	6.3 KiB

Discharged with O2
Boolean

MISSING

Distinct count	2
Unique (%)	1.2%
Missing	14
Missing (%)	7.8%
Memory size	1.5 KiB

0	140
1	26
(Missing)	14

Frequency Table

Value	Count	Frequency (%)
0	140	77.8%
1	26	14.4%
(Missing)	14	7.8%

Required Narcotics at discharge
Boolean

MISSING

Distinct count	2
Unique (%)	1.2%
Missing	13
Missing (%)	7.2%
Memory size	1.5 KiB

0	113
1	54
(Missing)	13

Frequency Table

Value	Count	Frequency (%)
0	113	62.8%
1	54	30.0%
(Missing)	13	7.2%

Pregnant
Boolean

MISSING

Distinct count	1
Unique (%)	0.6%
Missing	5
Missing (%)	2.8%
Memory size	1.5 KiB

0	175
(Missing)	5

Frequency Table

Value	Count	Frequency (%)
0	175	97.2%
(Missing)	5	2.8%

Platelet <70k
Boolean

MISSING

Distinct count	2
Unique (%)	1.1%
Missing	3
Missing (%)	1.7%
Memory size	1.5 KiB

0	176
1	1
(Missing)	3

Frequency Table

Value	Count	Frequency (%)
0	176	97.8%
1	1	0.6%
(Missing)	3	1.7%

Etiology of Clot
Categorical

Distinct count	21
Unique (%)	11.7%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

unprovoked	51
malignancy	24
personal history	22
immobility	20
surgery	14
Other values (16)	49

Value	Count	Frequency (%)
unprovoked	51	28.3%
malignancy	24	13.3%
personal history	22	12.2%
immobility	20	11.1%
surgery	14	7.8%
unprovoked	13	7.2%
oral contraception	7	3.9%
immobility- car travel	6	3.3%
trauma	5	2.8%
immobility- air travel	2	1.1%
recent hospitalization	2	1.1%
hormone replacement therapy	2	1.1%
infection	2	1.1%
immobility, recent shingles	2	1.1%
use of testosterone	2	1.1%
surgery, hormone replacement	1	0.6%
recent surgery	1	0.6%
immobility	1	0.6%
compression IVC	1	0.6%
immobililty- air travel	1	0.6%
uprovoked	1	0.6%

Length

Max length	28
Median length	10
Mean length	12.13333333
Min length	6

Overview of Unicode Properties

Unique unicode characters	28
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	247	11.3%
r	194	8.9%
n	170	7.8%
i	165	7.6%
e	156	7.1%
a	121	5.5%
t	104	4.8%
l	102	4.7%
p	102	4.7%
m	100	4.6%
y	96	4.4%
u	88	4.0%
	80	3.7%
s	74	3.4%
v	74	3.4%
k	65	3.0%
d	65	3.0%
c	55	2.5%
g	42	1.9%
b	32	1.5%
h	31	1.4%
-	9	0.4%
f	4	0.2%
,	3	0.1%
z	2	0.1%
Other values (3)	3	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2089	95.7%
Space Separator	80	3.7%
Dash Punctuation	9	0.4%
Other Punctuation	3	0.1%
Uppercase Letter	3	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	247	11.8%
r	194	9.3%
n	170	8.1%
i	165	7.9%
e	156	7.5%
a	121	5.8%
t	104	5.0%
l	102	4.9%
p	102	4.9%
m	100	4.8%
y	96	4.6%
u	88	4.2%
s	74	3.5%
v	74	3.5%
k	65	3.1%
d	65	3.1%
c	55	2.6%
g	42	2.0%
b	32	1.5%
h	31	1.5%
f	4	0.2%
z	2	0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	9	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	80	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	3	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
I	1	33.3%
V	1	33.3%
C	1	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2092	95.8%
Common	92	4.2%

Most frequent Latin characters

Value	Count	Frequency (%)
o	247	11.8%
r	194	9.3%
n	170	8.1%
i	165	7.9%
e	156	7.5%
a	121	5.8%
t	104	5.0%
l	102	4.9%
p	102	4.9%
m	100	4.8%
y	96	4.6%
u	88	4.2%
s	74	3.5%
v	74	3.5%
k	65	3.1%
d	65	3.1%
c	55	2.6%
g	42	2.0%
b	32	1.5%
h	31	1.5%
f	4	0.2%
z	2	0.1%
I	1	< 0.1%
V	1	< 0.1%
C	1	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	80	87.0%
-	9	9.8%
,	3	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2184	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	247	11.3%
r	194	8.9%
n	170	7.8%
i	165	7.6%
e	156	7.1%
a	121	5.5%
t	104	4.8%
l	102	4.7%
p	102	4.7%
m	100	4.6%
y	96	4.4%
u	88	4.0%
	80	3.7%
s	74	3.4%
v	74	3.4%
k	65	3.0%
d	65	3.0%
c	55	2.5%
g	42	1.9%
b	32	1.5%
h	31	1.4%
-	9	0.4%
f	4	0.2%
,	3	0.1%
z	2	0.1%
Other values (3)	3	0.1%

adverseEvent
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

1	100
0	80

Frequency Table

Value	Count	Frequency (%)
1	100	55.6%
0	80	44.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Indentificaton	Age	Gender	Race	Length of Stay (LOS)	Hight-cm	Weight-kg	BMI	sPESI (low risk = 0; 1 = 1 or greater)	PESI Class	PE Severity 1=low risk; 2=intermediate; 3=massive; 4= indeterminate	HR >= 110	HR	SBP <100	SBP	RR	Temp <96.8 F	Temp (F)	O2 <90% RA	O2 Sat RA	Required Supplemental O2	Syncope	CHF (Congestive Heart Failure)	Renal Disease	DM (Diabetes Mellitus)	History of bleeding	Immobilization	Recent Trauma	Recent Surgery	Recent Hospital (w/in 30 days)	Personal h/o VTE	FH of VTE	AMS (Altered Mental Status)	Acute DVT (deep venous thrombosis) , 3= chronic DVT	Proximal Component to the DVT	Elevated BNP	Elevated Troponin	RV Dilation	RV Hypokinesis/Dysfunction	Both Dilation and Dysfunction	Technically Suboptimal	RVSP (mmHg)	RV/LV Ratio	RV/LV Ratio .95 or greater	PA/Aorta Ratio	IVC Reflux Grade	Septal Flattening	Clot Present in MPA (Main Pulmonary Artery)	Arrhythmia	Type of Arrhythmia	ICU Stay	ACLS	Pressors	Intubation	tpA	EKOS	< 6 hours from CTA read to administration of tpa or EKOS	<24 hours from CTA read to administration of tpA or EKOS	IP Bleeding	Type of bleed	Transfusion	IVCF (Inferior Vena Cava Filter)	Patient Status at 30 days	Readmitted to IP <30 days	Discharged with O2	Required Narcotics at discharge	Etiology of Clot	adverseEvent
0	1	72	M	W	3	175.26	83.5	27.184469	0	2	1	0	72	0.0	151.0	18	0.0	98.5	0.0	99.0	0.0	0	0	0	1	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0	1.0	1.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	1.351931	1	0.960245	4	1	NaN	1.0	PVC's	0.0	0.0	0.0	0.0	0.0	0.0	NaN	NaN	0.0	NaN	0	0	Alive	0	0.0	1.0	trauma	0
1	2	74	F	W	3	170.18	76.3	26.345564	1	3	2	1	102	0.0	127.0	23	0.0	97.3	0.0	94.0	0.0	0	0	0	0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0	1.0	1.0	NaN	1.0	1.0	1.0	1.0	0.0	28.6	2.010490	1	0.982507	2	1	NaN	0.0	NaN	0.0	0.0	0.0	0.0	0.0	0.0	NaN	NaN	0.0	NaN	0	0	Alive	0	0.0	0.0	surgery	0
2	3	57	F	B	3	152.40	97.1	41.807028	1	2	1	1	109	0.0	118.0	18	0.0	99.4	0.0	96.0	0.0	0	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	3.0	NaN	0.0	0.0	NaN	NaN	NaN	NaN	NaN	1.237852	1	0.748428	1	1	NaN	0.0	NaN	1.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	NaN	0	0	Alive	0	0.0	0.0	trauma	0
3	4	64	M	W	3	175.26	72.2	23.505613	0	2	2	0	92	0.0	170.0	16	0.0	97.5	0.0	100.0	0.0	0	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	49.6	1.689855	1	0.909657	4	0	NaN	0.0	NaN	1.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	NaN	0	0	Alive	0	0.0	0.0	immobility- car travel	0
4	5	68	M	B	8	152.40	80.3	34.573680	1	5	2	1	130	1.0	93.0	28	0.0	98.7	1.0	75.0	1.0	0	0	0	1	0.0	0.0	0.0	0.0	0.0	1.0	0.0	1	1.0	1.0	NaN	0.0	1.0	1.0	1.0	0.0	41	1.049896	1	0.873156	2	0	NaN	0.0	NaN	1.0	0.0	0.0	0.0	0.0	0.0	NaN	NaN	0.0	NaN	0	h/o	Alive	0	1.0	1.0	personal history	1
5	6	36	M	B	2	185.42	140.7	40.924270	0	1	1	0	72	0.0	132.0	20	0.0	98.0	0.0	97.0	0.0	0	0	1	0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	21.5	1.174242	1	0.973422	1	0	NaN	0.0	NaN	0.0	0.0	0.0	0.0	0.0	0.0	NaN	NaN	0.0	NaN	0	0	Alive	0	0.0	0.0	trauma	0
6	7	37	M	W	2	205.74	98.8	23.341001	0	1	2	0	94	0.0	154.0	24	0.0	97.2	0.0	92.0	0.0	0	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	26	1.044444	1	1.539683	3	1	NaN	0.0	NaN	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	NaN	0	0	?	?	0.0	0.0	unprovoked	0
7	8	49	M	B	5	190.50	102.9	28.354723	1	5	3	0	84	NaN	NaN	20	NaN	NaN	1.0	NaN	1.0	1	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	NaN	1	1.0	0.0	NaN	0.0	1.0	1.0	1.0	0.0	not documented	1.278689	1	0.891813	4	0	NaN	1.0	PEA arrest	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	0.0	NaN	0	0	Alive	0	0.0	0.0	immobility- car travel	1
8	9	76	M	W	4	180.34	85.1	26.166488	1	3	2	0	105	0.0	115.0	17	0.0	98.1	0.0	99.0	0.0	0	1	0	0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	not documented	1.215569	1	0.886427	3	1	NaN	0.0	NaN	1.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	NaN	0	0	Alive	0	0.0	0.0	unprovoked	0
9	10	69	M	W	4	185.42	86.2	25.072296	1	4	2	0	63	0.0	132.0	18	0.0	97.2	0.0	100.0	0.0	0	1	0	0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	0.0	61	0.757246	0	0.750000	2	0	NaN	0.0	NaN	1.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	UGIB	1	1	Alive	0	0.0	0.0	unprovoked	0

Last rows

	Indentificaton	Age	Gender	Race	Length of Stay (LOS)	Hight-cm	Weight-kg	BMI	sPESI (low risk = 0; 1 = 1 or greater)	PESI Class	PE Severity 1=low risk; 2=intermediate; 3=massive; 4= indeterminate	HR >= 110	HR	SBP <100	SBP	RR	Temp (F)	O2 <90% RA	O2 Sat RA	Required Supplemental O2	Syncope	Active Smoker	Active Cancer	History of Cancer	CHF (Congestive Heart Failure)	Lung Disease	DM (Diabetes Mellitus)	History of bleeding	Immobilization	Recent Surgery	Recent Hospital (w/in 30 days)	Personal h/o VTE	FH of VTE	AMS (Altered Mental Status)	Acute DVT (deep venous thrombosis) , 3= chronic DVT	Proximal Component to the DVT	Elevated BNP	Elevated Troponin	RV Dilation	RV Hypokinesis/Dysfunction	Both Dilation and Dysfunction	Technically Suboptimal	RVSP (mmHg)	RV/LV Ratio	RV/LV Ratio .91-.94	RV/LV Ratio .95 or greater	PA/Aorta Ratio	IVC Reflux Grade	Septal Flattening	Clot Present in MPA (Main Pulmonary Artery)	Arrhythmia	Type of Arrhythmia	ICU Stay	Shock (SBP <90)	ACLS	tpA	EKOS	< 6 hours from CTA read to administration of tpa or EKOS	<24 hours from CTA read to administration of tpA or EKOS	IP Bleeding	Type of bleed	Transfusion	IVCF (Inferior Vena Cava Filter)	Patient Status at 30 days	Readmitted to IP <30 days	Discharged with O2	Required Narcotics at discharge	Pregnant	Platelet <70k	Etiology of Clot	adverseEvent
170	171	52	F	W	4	175.26	122.5	39.881407	1	1	2	0	109	0.0	137.0	17	99.6	0.0	92.0	0.0	0	1	0	0	1	0	1	0.0	0.0	0.0	0.0	0.0	0.0	0	1.0	1.0	NaN	NaN	1.0	1.0	1.0	0.0	49.9	1.046563	0	1	0.854111	2	1	NaN	NaN	NaN	0.0	0	0.0	0.0	0.0	NaN	NaN	0.0	0	0	0	?	1	0.0	0.0	0.0	0.0	unprovoked	0
171	172	56	F	W	1	165.10	130.6	47.912522	1	5	3	1	132	0.0	121.0	26	96.8	NaN	NaN	1.0	1	0	0	0	0	1	1	1.0	0.0	0.0	0.0	0.0	0.0	1	NaN	NaN	1.0	1.0	1.0	1.0	1.0	0.0	not documented	1.241558	0	1	0.873900	2	1	NaN	1.0	RBBB	1.0	0	1.0	1.0	0.0	0.0	1.0	0.0	0	0	0	Deceased	NaN	NaN	NaN	NaN	NaN	uprovoked	1
172	173	76	M	H	4	172.72	77.1	25.844559	1	5	2	1	125	0.0	135.0	20	97.1	0.0	94.0	1.0	0	0	0	1	1	1	1	0.0	1.0	0.0	0.0	0.0	0.0	1	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	40.7	1.353760	0	1	0.730337	5	1	NaN	0.0	NaN	1.0	0	0.0	0.0	1.0	0.0	1.0	0.0	0	0	0	?	?	0.0	0.0	0.0	0.0	immobility	1
173	174	87	M	W	3	182.88	93.0	27.806769	1	5	2	0	94	1.0	85.0	20	98.3	1.0	80.0	1.0	0	0	1	0	0	0	1	0.0	0.0	0.0	0.0	0.0	0.0	1	NaN	NaN	0.0	1.0	NaN	NaN	NaN	NaN	NaN	1.832845	0	1	1.040214	2	1	NaN	1.0	RBBB	0.0	1	0.0	0.0	0.0	NaN	NaN	0.0	0	0	0	?	?	0.0	0.0	0.0	0.0	malignancy	1
174	175	66	F	W	6	167.64	36.3	12.916693	1	3	1	0	71	1.0	88.0	18	98.5	0.0	97.0	0.0	0	1	1	0	0	0	0	0.0	1.0	0.0	0.0	0.0	0.0	0	1.0	1.0	NaN	0.0	0.0	0.0	0.0	0.0	41.4	0.832285	0	0	1.003049	1	0	NaN	NaN	NaN	0.0	1	0.0	0.0	0.0	NaN	NaN	0.0	0	0	0	Alive	0	0.0	1.0	0.0	0.0	immobility	0
175	176	68	M	B	6	172.72	85.7	28.727350	0	2	1	0	90	0.0	116.0	19	97.6	0.0	96.0	0.0	0	0	0	0	0	0	1	1.0	0.0	1.0	0.0	0.0	0.0	0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	27.8	1.223529	0	1	0.767705	1	0	NaN	1.0	RBBB	0.0	0	0.0	0.0	0.0	NaN	NaN	1.0	melena/hemorrhoids	0	0	Alive	0	0.0	0.0	0.0	0.0	surgery	0
176	177	56	M	W	3	185.42	103.0	29.958776	1	4	1	1	114	0.0	117.0	22	99.1	0.0	93.0	0.0	0	0	0	1	0	0	1	1.0	0.0	1.0	1.0	1.0	0.0	0	1.0	1.0	NaN	0.0	0.0	0.0	0.0	0.0	31.2	1.282937	0	1	0.924157	1	1	NaN	NaN	NaN	0.0	0	0.0	0.0	0.0	NaN	NaN	0.0	0	0	1	Alive	0	0.0	1.0	0.0	0.0	malignancy	0
177	178	35	F	B	5	152.40	73.8	31.775064	1	1	1	1	117	0.0	145.0	16	98.9	0.0	99.0	0.0	0	0	0	0	0	0	0	1.0	0.0	0.0	0.0	0.0	1.0	0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	35	0.915332	1	0	1.082397	1	0	NaN	0.0	NaN	1.0	0	0.0	0.0	0.0	NaN	NaN	1.0	menorrhagia	1	0	Alive	0	0.0	0.0	0.0	0.0	oral contraception	0
178	179	60	M	NH	9	172.72	109.8	36.805869	1	3	2	0	82	0.0	123.0	20	98.2	0.0	92.0	1.0	0	0	1	0	0	0	0	1.0	1.0	0.0	0.0	0.0	0.0	0	1.0	1.0	NaN	1.0	1.0	1.0	1.0	0.0	22.7	1.795389	0	1	0.801187	2	1	NaN	1.0	sinus arrhythmia	0.0	0	0.0	0.0	0.0	NaN	NaN	0.0	0	0	1	Alive	0	0.0	0.0	0.0	0.0	malignancy	1
179	180	77	M	W	1	177.80	63.5	20.086775	1	5	2	1	123	1.0	91.0	18	98.9	0.0	94.0	1.0	0	1	1	0	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	29.9	0.738431	0	0	0.666667	1	0	NaN	0.0	NaN	0.0	0	0.0	0.0	0.0	NaN	NaN	0.0	0	0	0	?	0	0.0	1.0	0.0	0.0	malignancy	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Other Punctuation characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r